Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	30172
Missing cells	55821
Missing cells (%)	7.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.0 MiB
Average record size in memory	208.0 B

Variable types

Numeric	19
Categorical	7

Alerts

`time` has a high cardinality: 4931 distinct values	High cardinality
`rally` is highly overall correlated with `roundscore_A` and 1 other fields	High correlation
`ball_round` is highly overall correlated with `rally_length`	High correlation
`frame_num` is highly overall correlated with `set`	High correlation
`roundscore_A` is highly overall correlated with `rally` and 1 other fields	High correlation
`roundscore_B` is highly overall correlated with `rally` and 1 other fields	High correlation
`player` is highly overall correlated with `getpoint_player`	High correlation
`landing_area` is highly overall correlated with `landing_height` and 1 other fields	High correlation
`landing_y` is highly overall correlated with `player_location_y` and 2 other fields	High correlation
`getpoint_player` is highly overall correlated with `player` and 1 other fields	High correlation
`player_location_x` is highly overall correlated with `opponent_location_x`	High correlation
`player_location_y` is highly overall correlated with `landing_y` and 1 other fields	High correlation
`opponent_location_x` is highly overall correlated with `player_location_x`	High correlation
`opponent_location_y` is highly overall correlated with `landing_y` and 1 other fields	High correlation
`match_id` is highly overall correlated with `rally_id`	High correlation
`rally_id` is highly overall correlated with `match_id`	High correlation
`rally_length` is highly overall correlated with `ball_round`	High correlation
`type` is highly overall correlated with `backhand` and 1 other fields	High correlation
`backhand` is highly overall correlated with `type`	High correlation
`landing_height` is highly overall correlated with `landing_area` and 4 other fields	High correlation
`lose_reason` is highly overall correlated with `landing_area` and 1 other fields	High correlation
`set` is highly overall correlated with `frame_num`	High correlation
`aroundhead` is highly imbalanced (53.2%)	Imbalance
`lose_reason` has 27908 (92.5%) missing values	Missing
`getpoint_player` has 27908 (92.5%) missing values	Missing
`roundscore_A` has 647 (2.1%) zeros	Zeros
`roundscore_B` has 1784 (5.9%) zeros	Zeros
`player` has 875 (2.9%) zeros	Zeros

Reproduction

Analysis started	2023-04-20 07:36:51.295194
Analysis finished	2023-04-20 07:38:45.598175
Duration	1 minute and 54.3 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

rally
Real number (ℝ)

Distinct	48
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.699755

Minimum	1
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	9
median	19
Q3	28
95-th percentile	37
Maximum	50
Range	49
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	11.178057
Coefficient of variation (CV)	0.5977649
Kurtosis	-0.98126993
Mean	18.699755
Median Absolute Deviation (MAD)	9
Skewness	0.15282622
Sum	564209
Variance	124.94896
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
1	1159	3.8%
2	1034	3.4%
21	955	3.2%
14	945	3.1%
28	927	3.1%
19	921	3.1%
23	910	3.0%
8	904	3.0%
4	898	3.0%
3	896	3.0%
Other values (38)	20623	68.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1159	3.8%
2	1034	3.4%
3	896	3.0%
4	898	3.0%
5	734	2.4%
6	787	2.6%
7	691	2.3%
8	904	3.0%
9	774	2.6%
10	781	2.6%

Value	Count	Frequency (%)
50	22	0.1%
48	16	0.1%
47	8	< 0.1%
45	46	0.2%
44	39	0.1%
43	57	0.2%
42	128	0.4%
41	164	0.5%
40	204	0.7%
39	257	0.9%

ball_round
Real number (ℝ)

Distinct	70
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8242742

Minimum	1
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	13
95-th percentile	27
Maximum	70
Range	69
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	8.4465505
Coefficient of variation (CV)	0.85976331
Kurtosis	4.5515956
Mean	9.8242742
Median Absolute Deviation (MAD)	4
Skewness	1.8049896
Sum	296418
Variance	71.344215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2268	7.5%
2	2268	7.5%
3	2268	7.5%
4	2268	7.5%
5	2268	7.5%
6	2037	6.8%
7	1844	6.1%
8	1658	5.5%
9	1492	4.9%
10	1309	4.3%
Other values (60)	10492	34.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2268	7.5%
2	2268	7.5%
3	2268	7.5%
4	2268	7.5%
5	2268	7.5%
6	2037	6.8%
7	1844	6.1%
8	1658	5.5%
9	1492	4.9%
10	1309	4.3%

Value	Count	Frequency (%)
70	1	< 0.1%
69	1	< 0.1%
68	1	< 0.1%
67	1	< 0.1%
66	1	< 0.1%
65	2	< 0.1%
64	2	< 0.1%
63	2	< 0.1%
62	2	< 0.1%
61	3	< 0.1%

time
Categorical

Distinct	4931
Distinct (%)	16.3%
Missing	0
Missing (%)	0.0%
Memory size	235.8 KiB

00:20:12	21
00:41:29	19
00:20:09	19
00:30:43	19
00:23:53	18
Other values (4926)	30076

Length

Max length	8
Median length	8
Mean length	7.9849861
Min length	7

Characters and Unicode

Total characters	240923
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	878 ?
Unique (%)	2.9%

Sample

1st row	00:06:00
2nd row	00:06:01
3rd row	00:06:02
4th row	00:06:03
5th row	00:06:04

Common Values

Value	Count	Frequency (%)
00:20:12	21	0.1%
00:41:29	19	0.1%
00:20:09	19	0.1%
00:30:43	19	0.1%
00:23:53	18	0.1%
00:34:22	18	0.1%
00:41:31	18	0.1%
00:20:13	18	0.1%
00:20:10	18	0.1%
00:11:13	18	0.1%
Other values (4921)	29986	99.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
00:20:12	21	0.1%
00:30:43	19	0.1%
00:41:29	19	0.1%
00:20:09	19	0.1%
00:34:22	18	0.1%
00:41:31	18	0.1%
00:20:13	18	0.1%
00:20:10	18	0.1%
00:11:13	18	0.1%
00:11:12	18	0.1%
Other values (4921)	29986	99.4%

Most occurring characters

Value	Count	Frequency (%)
0	71849	29.8%
:	60344	25.0%
1	20503	8.5%
2	17036	7.1%
3	16610	6.9%
4	16413	6.8%
5	14266	5.9%
9	6190	2.6%
8	6051	2.5%
7	5971	2.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	180579	75.0%
Other Punctuation	60344	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	71849	39.8%
1	20503	11.4%
2	17036	9.4%
3	16610	9.2%
4	16413	9.1%
5	14266	7.9%
9	6190	3.4%
8	6051	3.4%
7	5971	3.3%
6	5690	3.2%

Other Punctuation

Value	Count	Frequency (%)
:	60344	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	240923	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	71849	29.8%
:	60344	25.0%
1	20503	8.5%
2	17036	7.1%
3	16610	6.9%
4	16413	6.8%
5	14266	5.9%
9	6190	2.6%
8	6051	2.5%
7	5971	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	240923	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	71849	29.8%
:	60344	25.0%
1	20503	8.5%
2	17036	7.1%
3	16610	6.9%
4	16413	6.8%
5	14266	5.9%
9	6190	2.6%
8	6051	2.5%
7	5971	2.5%

frame_num
Real number (ℝ)

Distinct	26536
Distinct (%)	87.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63014.843

Minimum	186
Maximum	179169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	186
5-th percentile	16727.55
Q1	35976
median	60708
Q3	85646.5
95-th percentile	121138.9
Maximum	179169
Range	178983
Interquartile range (IQR)	49670.5

Descriptive statistics

Standard deviation	32797.553
Coefficient of variation (CV)	0.52047345
Kurtosis	-0.35310723
Mean	63014.843
Median Absolute Deviation (MAD)	24834.5
Skewness	0.449498
Sum	1.9012838 × 10⁹
Variance	1.0756795 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37603	5	< 0.1%
76043	4	< 0.1%
36598	4	< 0.1%
54986	4	< 0.1%
55160	4	< 0.1%
38087	4	< 0.1%
80904	4	< 0.1%
58089	4	< 0.1%
43099	4	< 0.1%
12802	4	< 0.1%
Other values (26526)	30131	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
186	1	< 0.1%
244	1	< 0.1%
264	1	< 0.1%
299	1	< 0.1%
331	1	< 0.1%
366	1	< 0.1%
394	1	< 0.1%
424	1	< 0.1%
480	1	< 0.1%
493	1	< 0.1%

Value	Count	Frequency (%)
179169	1	< 0.1%
179132	1	< 0.1%
179104	1	< 0.1%
179091	1	< 0.1%
179055	1	< 0.1%
179028	1	< 0.1%
179014	1	< 0.1%
178973	1	< 0.1%
178951	1	< 0.1%
177617	1	< 0.1%

roundscore_A
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.539374

Minimum	0
Maximum	26
Zeros	647
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	11
Q3	16
95-th percentile	20
Maximum	26
Range	26
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	6.2031452
Coefficient of variation (CV)	0.58856864
Kurtosis	-1.140455
Mean	10.539374
Median Absolute Deviation (MAD)	5
Skewness	0.0019963032
Sum	317994
Variance	38.47901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
1	1936	6.4%
9	1708	5.7%
12	1638	5.4%
14	1566	5.2%
2	1526	5.1%
10	1502	5.0%
16	1497	5.0%
13	1483	4.9%
15	1386	4.6%
20	1384	4.6%
Other values (16)	14546	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	647	2.1%
1	1936	6.4%
2	1526	5.1%
3	1363	4.5%
4	1228	4.1%
5	1334	4.4%
6	1166	3.9%
7	1272	4.2%
8	1292	4.3%
9	1708	5.7%

Value	Count	Frequency (%)
26	22	0.1%
24	16	0.1%
23	67	0.2%
22	114	0.4%
21	905	3.0%
20	1384	4.6%
19	1294	4.3%
18	1246	4.1%
17	1337	4.4%
16	1497	5.0%

roundscore_B
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.1603805

Minimum	0
Maximum	24
Zeros	1784
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	12
95-th percentile	18
Maximum	24
Range	24
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.65198
Coefficient of variation (CV)	0.69261232
Kurtosis	-0.76136639
Mean	8.1603805
Median Absolute Deviation (MAD)	4
Skewness	0.42532685
Sum	246215
Variance	31.944878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
1	2117	7.0%
4	1964	6.5%
2	1949	6.5%
6	1919	6.4%
7	1906	6.3%
3	1895	6.3%
0	1784	5.9%
5	1738	5.8%
8	1726	5.7%
9	1504	5.0%
Other values (15)	11670	38.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1784	5.9%
1	2117	7.0%
2	1949	6.5%
3	1895	6.3%
4	1964	6.5%
5	1738	5.8%
6	1919	6.4%
7	1906	6.3%
8	1726	5.7%
9	1504	5.0%

Value	Count	Frequency (%)
24	46	0.2%
23	10	< 0.1%
22	85	0.3%
21	311	1.0%
20	401	1.3%
19	544	1.8%
18	715	2.4%
17	942	3.1%
16	762	2.5%
15	999	3.3%

player
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.058796

Minimum	0
Maximum	34
Zeros	875
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	7
median	14
Q3	20
95-th percentile	31
Maximum	34
Range	34
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.9293844
Coefficient of variation (CV)	0.63514573
Kurtosis	-0.70634605
Mean	14.058796
Median Absolute Deviation (MAD)	7
Skewness	0.41587156
Sum	424182
Variance	79.733907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
10	2957	9.8%
2	2609	8.6%
16	2416	8.0%
5	2383	7.9%
14	2300	7.6%
13	1428	4.7%
15	1290	4.3%
11	879	2.9%
0	875	2.9%
9	859	2.8%
Other values (25)	12176	40.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	875	2.9%
1	168	0.6%
2	2609	8.6%
3	301	1.0%
4	771	2.6%
5	2383	7.9%
6	353	1.2%
7	518	1.7%
8	288	1.0%
9	859	2.8%

Value	Count	Frequency (%)
34	128	0.4%
33	331	1.1%
32	426	1.4%
31	838	2.8%
30	787	2.6%
29	367	1.2%
28	438	1.5%
27	795	2.6%
26	512	1.7%
25	326	1.1%

type
Categorical

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	235.8 KiB

net shot	5725
lob	5207
defensive shot	4087
smash	3682
drop	3182
Other values (5)	8289

Length

Max length	14
Median length	12
Mean length	7.1842105
Min length	3

Characters and Unicode

Total characters	216762
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	short service
2nd row	net shot
3rd row	lob
4th row	clear
5th row	drop

Common Values

Value	Count	Frequency (%)
net shot	5725	19.0%
lob	5207	17.3%
defensive shot	4087	13.5%
smash	3682	12.2%
drop	3182	10.5%
clear	3078	10.2%
push/rush	2011	6.7%
short service	1620	5.4%
drive	932	3.1%
long service	648	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
shot	9812	23.2%
net	5725	13.5%
lob	5207	12.3%
defensive	4087	9.7%
smash	3682	8.7%
drop	3182	7.5%
clear	3078	7.3%
service	2268	5.4%
push/rush	2011	4.8%
short	1620	3.8%
Other values (2)	1580	3.7%

Most occurring characters

Value	Count	Frequency (%)
s	29173	13.5%
e	26532	12.2%
o	20469	9.4%
h	19136	8.8%
t	17157	7.9%
r	13091	6.0%
	12080	5.6%
n	10460	4.8%
l	8933	4.1%
d	8201	3.8%
Other values (11)	51530	23.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	202671	93.5%
Space Separator	12080	5.6%
Other Punctuation	2011	0.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	29173	14.4%
e	26532	13.1%
o	20469	10.1%
h	19136	9.4%
t	17157	8.5%
r	13091	6.5%
n	10460	5.2%
l	8933	4.4%
d	8201	4.0%
i	7287	3.6%
Other values (9)	42232	20.8%

Space Separator

Value	Count	Frequency (%)
	12080	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	2011	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	202671	93.5%
Common	14091	6.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	29173	14.4%
e	26532	13.1%
o	20469	10.1%
h	19136	9.4%
t	17157	8.5%
r	13091	6.5%
n	10460	5.2%
l	8933	4.4%
d	8201	4.0%
i	7287	3.6%
Other values (9)	42232	20.8%

Common

Value	Count	Frequency (%)
	12080	85.7%
/	2011	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	216762	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	29173	13.5%
e	26532	12.2%
o	20469	9.4%
h	19136	8.8%
t	17157	7.9%
r	13091	6.0%
	12080	5.6%
n	10460	4.8%
l	8933	4.1%
d	8201	3.8%
Other values (11)	51530	23.8%

aroundhead
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	235.8 KiB

0.0	27161
1.0	3011

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	90516
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	27161	90.0%
1.0	3011	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	27161	90.0%
1.0	3011	10.0%

Most occurring characters

Value	Count	Frequency (%)
0	57333	63.3%
.	30172	33.3%
1	3011	3.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60344	66.7%
Other Punctuation	30172	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	57333	95.0%
1	3011	5.0%

Other Punctuation

Value	Count	Frequency (%)
.	30172	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	90516	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	57333	63.3%
.	30172	33.3%
1	3011	3.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90516	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	57333	63.3%
.	30172	33.3%
1	3011	3.3%

backhand
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	235.8 KiB

0	19237
1	10935

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	30172
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	19237	63.8%
1	10935	36.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	19237	63.8%
1	10935	36.2%

Most occurring characters

Value	Count	Frequency (%)
0	19237	63.8%
1	10935	36.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	30172	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	19237	63.8%
1	10935	36.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	30172	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	19237	63.8%
1	10935	36.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30172	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	19237	63.8%
1	10935	36.2%

landing_height
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	5
Missing (%)	< 0.1%
Memory size	235.8 KiB

2.0	18683
1.0	11484

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	90501
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	1.0
4th row	1.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	18683	61.9%
1.0	11484	38.1%
(Missing)	5	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	18683	61.9%
1.0	11484	38.1%

Most occurring characters

Value	Count	Frequency (%)
.	30167	33.3%
0	30167	33.3%
2	18683	20.6%
1	11484	12.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	60334	66.7%
Other Punctuation	30167	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30167	50.0%
2	18683	31.0%
1	11484	19.0%

Other Punctuation

Value	Count	Frequency (%)
.	30167	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	90501	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	30167	33.3%
0	30167	33.3%
2	18683	20.6%
1	11484	12.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90501	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	30167	33.3%
0	30167	33.3%
2	18683	20.6%
1	11484	12.7%

landing_area
Real number (ℝ)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2927217

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	7
95-th percentile	9
Maximum	10
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.6208277
Coefficient of variation (CV)	0.49517579
Kurtosis	-1.1330905
Mean	5.2927217
Median Absolute Deviation (MAD)	2
Skewness	-0.21232139
Sum	159692
Variance	6.8687376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	4899	16.2%
8	4140	13.7%
6	3724	12.3%
5	3537	11.7%
2	3503	11.6%
1	3317	11.0%
9	2229	7.4%
4	2084	6.9%
3	1980	6.6%
10	759	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3317	11.0%
2	3503	11.6%
3	1980	6.6%
4	2084	6.9%
5	3537	11.7%
6	3724	12.3%
7	4899	16.2%
8	4140	13.7%
9	2229	7.4%
10	759	2.5%

Value	Count	Frequency (%)
10	759	2.5%
9	2229	7.4%
8	4140	13.7%
7	4899	16.2%
6	3724	12.3%
5	3537	11.7%
4	2084	6.9%
3	1980	6.6%
2	3503	11.6%
1	3317	11.0%

landing_x
Real number (ℝ)

Distinct	2885
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.021232373

Minimum	-3.4804878
Maximum	3.5231707
Zeros	3
Zeros (%)	< 0.1%
Negative	15254
Negative (%)	50.6%
Memory size	235.8 KiB

Quantile statistics

Minimum	-3.4804878
5-th percentile	-1.2914634
Q1	-0.97317073
median	-0.039634146
Q3	1.047561
95-th percentile	1.3804878
Maximum	3.5231707
Range	7.0036585
Interquartile range (IQR)	2.0207317

Descriptive statistics

Standard deviation	1.0040084
Coefficient of variation (CV)	47.286679
Kurtosis	-1.5584608
Mean	0.021232373
Median Absolute Deviation (MAD)	0.99939024
Skewness	0.047850452
Sum	640.62317
Variance	1.0080329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.079268293	45	0.1%
1.170731707	39	0.1%
-1.106097561	38	0.1%
-1.117073171	38	0.1%
-1.062195122	38	0.1%
-1.101219512	36	0.1%
-1.12804878	36	0.1%
-1.201219512	34	0.1%
1.17804878	34	0.1%
1.157317073	34	0.1%
Other values (2875)	29800	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.480487805	1	< 0.1%
-3.331707317	1	< 0.1%
-3.086585366	1	< 0.1%
-2.91097561	1	< 0.1%
-2.643902439	1	< 0.1%
-2.579268293	1	< 0.1%
-2.446341463	1	< 0.1%
-2.42804878	1	< 0.1%
-2.420731707	1	< 0.1%
-2.342682927	1	< 0.1%

Value	Count	Frequency (%)
3.523170732	1	< 0.1%
3.508536585	1	< 0.1%
3.263414634	1	< 0.1%
3.151219512	1	< 0.1%
3.020731707	1	< 0.1%
2.668292683	1	< 0.1%
2.647560976	1	< 0.1%
2.636585366	1	< 0.1%
2.434146341	1	< 0.1%
2.320731707	1	< 0.1%

landing_y
Real number (ℝ)

Distinct	23074
Distinct (%)	76.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.045165777

Minimum	-1.9617708
Maximum	1.953125
Zeros	0
Zeros (%)	0.0%
Negative	14676
Negative (%)	48.6%
Memory size	235.8 KiB

Quantile statistics

Minimum	-1.9617708
5-th percentile	-1.4856771
Q1	-0.84451823
median	0.12229167
Q3	0.91919271
95-th percentile	1.5918984
Maximum	1.953125
Range	3.9148958
Interquartile range (IQR)	1.7637109

Descriptive statistics

Standard deviation	1.0141633
Coefficient of variation (CV)	22.454243
Kurtosis	-1.1901781
Mean	0.045165777
Median Absolute Deviation (MAD)	0.86333333
Skewness	-0.0071113345
Sum	1362.7418
Variance	1.0285273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.40828125	7	< 0.1%
0.4936458333	7	< 0.1%
1.418020833	6	< 0.1%
-1.39390625	6	< 0.1%
-0.9505208333	6	< 0.1%
-1.452552083	6	< 0.1%
-1.408333333	6	< 0.1%
1.495416667	6	< 0.1%
-1.021354167	6	< 0.1%
-1.525989583	5	< 0.1%
Other values (23064)	30111	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.961770833	1	< 0.1%
-1.911927083	1	< 0.1%
-1.8996875	1	< 0.1%
-1.8890625	1	< 0.1%
-1.88546875	1	< 0.1%
-1.8625	1	< 0.1%
-1.86	1	< 0.1%
-1.857604167	1	< 0.1%
-1.853697917	1	< 0.1%
-1.851979167	1	< 0.1%

Value	Count	Frequency (%)
1.953125	1	< 0.1%
1.93890625	1	< 0.1%
1.927760417	1	< 0.1%
1.89578125	1	< 0.1%
1.893333333	1	< 0.1%
1.88703125	1	< 0.1%
1.883489583	1	< 0.1%
1.879791667	1	< 0.1%
1.873177083	1	< 0.1%
1.871197917	1	< 0.1%

lose_reason
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	0.2%
Missing	27908
Missing (%)	92.5%
Memory size	235.8 KiB

opponent's ball landed	701
out	687
touched the net	533
not pass over the net	262
misjudged	81

Length

Max length	22
Median length	21
Mean length	14.005742
Min length	3

Characters and Unicode

Total characters	31709
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	out
2nd row	touched the net
3rd row	out
4th row	touched the net
5th row	not pass over the net

Common Values

Value	Count	Frequency (%)
opponent's ball landed	701	2.3%
out	687	2.3%
touched the net	533	1.8%
not pass over the net	262	0.9%
misjudged	81	0.3%
(Missing)	27908	92.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
the	795	13.8%
net	795	13.8%
opponent's	701	12.1%
ball	701	12.1%
landed	701	12.1%
out	687	11.9%
touched	533	9.2%
not	262	4.5%
pass	262	4.5%
over	262	4.5%

Most occurring characters

Value	Count	Frequency (%)
e	3868	12.2%
t	3773	11.9%
	3516	11.1%
n	3160	10.0%
o	3146	9.9%
l	2103	6.6%
d	2097	6.6%
a	1664	5.2%
p	1664	5.2%
h	1328	4.2%
Other values (11)	5390	17.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	27492	86.7%
Space Separator	3516	11.1%
Other Punctuation	701	2.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	3868	14.1%
t	3773	13.7%
n	3160	11.5%
o	3146	11.4%
l	2103	7.6%
d	2097	7.6%
a	1664	6.1%
p	1664	6.1%
h	1328	4.8%
s	1306	4.8%
Other values (9)	3383	12.3%

Space Separator

Value	Count	Frequency (%)
	3516	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	701	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	27492	86.7%
Common	4217	13.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	3868	14.1%
t	3773	13.7%
n	3160	11.5%
o	3146	11.4%
l	2103	7.6%
d	2097	7.6%
a	1664	6.1%
p	1664	6.1%
h	1328	4.8%
s	1306	4.8%
Other values (9)	3383	12.3%

Common

Value	Count	Frequency (%)
	3516	83.4%
'	701	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	31709	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	3868	12.2%
t	3773	11.9%
	3516	11.1%
n	3160	10.0%
o	3146	9.9%
l	2103	6.6%
d	2097	6.6%
a	1664	5.2%
p	1664	5.2%
h	1328	4.2%
Other values (11)	5390	17.0%

getpoint_player
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	22
Distinct (%)	1.0%
Missing	27908
Missing (%)	92.5%
Infinite	0
Infinite (%)	0.0%
Mean	13.430212

Minimum	0
Maximum	32
Zeros	83
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	5
median	13
Q3	20
95-th percentile	30
Maximum	32
Range	32
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.8101941
Coefficient of variation (CV)	0.65599814
Kurtosis	-0.73650476
Mean	13.430212
Median Absolute Deviation (MAD)	7
Skewness	0.40501484
Sum	30406
Variance	77.61952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
10	323	1.1%
14	273	0.9%
2	260	0.9%
5	156	0.5%
27	134	0.4%
21	120	0.4%
13	100	0.3%
20	90	0.3%
0	83	0.3%
32	78	0.3%
Other values (12)	647	2.1%
(Missing)	27908	92.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	83	0.3%
2	260	0.9%
3	29	0.1%
4	70	0.2%
5	156	0.5%
7	27	0.1%
9	58	0.2%
10	323	1.1%
11	57	0.2%
13	100	0.3%

Value	Count	Frequency (%)
32	78	0.3%
30	68	0.2%
27	134	0.4%
26	67	0.2%
24	55	0.2%
21	120	0.4%
20	90	0.3%
18	48	0.2%
17	32	0.1%
16	65	0.2%

player_location_area
Real number (ℝ)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.1395665

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	7
median	8
Q3	8
95-th percentile	9
Maximum	10
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.9320025
Coefficient of variation (CV)	0.27060501
Kurtosis	2.8267331
Mean	7.1395665
Median Absolute Deviation (MAD)	0
Skewness	-1.9048499
Sum	215415
Variance	3.7326335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	16102	53.4%
7	5280	17.5%
9	3416	11.3%
5	1151	3.8%
2	1009	3.3%
1	973	3.2%
6	901	3.0%
3	803	2.7%
4	506	1.7%
10	31	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	973	3.2%
2	1009	3.3%
3	803	2.7%
4	506	1.7%
5	1151	3.8%
6	901	3.0%
7	5280	17.5%
8	16102	53.4%
9	3416	11.3%
10	31	0.1%

Value	Count	Frequency (%)
10	31	0.1%
9	3416	11.3%
8	16102	53.4%
7	5280	17.5%
6	901	3.0%
5	1151	3.8%
4	506	1.7%
3	803	2.7%
2	1009	3.3%
1	973	3.2%

player_location_x
Real number (ℝ)

Distinct	2143
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	173.68485

Minimum	50.1
Maximum	307.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	50.1
5-th percentile	94.6
Q1	125.4
median	172
Q3	222.1
95-th percentile	255.7
Maximum	307.3
Range	257.2
Interquartile range (IQR)	96.7

Descriptive statistics

Standard deviation	53.403705
Coefficient of variation (CV)	0.30747474
Kurtosis	-1.2154154
Mean	173.68485
Median Absolute Deviation (MAD)	48.2
Skewness	0.055065314
Sum	5240419.3
Variance	2851.9557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120.2	37	0.1%
182.2	36	0.1%
123	36	0.1%
167.1	35	0.1%
104.9	34	0.1%
169.4	34	0.1%
219.4	33	0.1%
182.9	33	0.1%
110.1	33	0.1%
183.3	33	0.1%
Other values (2133)	29828	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50.1	1	< 0.1%
52.3	1	< 0.1%
54.4	1	< 0.1%
57	1	< 0.1%
60	1	< 0.1%
62.1	1	< 0.1%
62.4	1	< 0.1%
64.9	1	< 0.1%
65.3	1	< 0.1%
65.4	1	< 0.1%

Value	Count	Frequency (%)
307.3	1	< 0.1%
297.8	1	< 0.1%
296.9	1	< 0.1%
296.7	1	< 0.1%
293.6	1	< 0.1%
292.9	1	< 0.1%
290.9	1	< 0.1%
290.1	1	< 0.1%
289.3	1	< 0.1%
289.1	1	< 0.1%

player_location_y
Real number (ℝ)

Distinct	22471
Distinct (%)	74.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	484.51213

Minimum	127.55
Maximum	820.76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	127.55
5-th percentile	192.631
Q1	312.34
median	530.57
Q3	657.0225
95-th percentile	768.929
Maximum	820.76
Range	693.21
Interquartile range (IQR)	344.6825

Descriptive statistics

Standard deviation	196.12437
Coefficient of variation (CV)	0.40478731
Kurtosis	-1.4349103
Mean	484.51213
Median Absolute Deviation (MAD)	177.425
Skewness	-0.024857735
Sum	14618700
Variance	38464.767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
613.25	8	< 0.1%
632.63	7	< 0.1%
639.38	7	< 0.1%
626.57	7	< 0.1%
287.19	7	< 0.1%
638.03	6	< 0.1%
774.97	6	< 0.1%
360.73	6	< 0.1%
758.59	6	< 0.1%
348.16	6	< 0.1%
Other values (22461)	30106	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.55	1	< 0.1%
135.18	1	< 0.1%
142.2	1	< 0.1%
143.04	1	< 0.1%
143.85	1	< 0.1%
145.33	1	< 0.1%
145.46	2	< 0.1%
147.47	1	< 0.1%
148.22	1	< 0.1%
148.32	1	< 0.1%

Value	Count	Frequency (%)
820.76	1	< 0.1%
820.42	1	< 0.1%
818.83	1	< 0.1%
817.93	1	< 0.1%
817.55	2	< 0.1%
817.43	1	< 0.1%
816.89	1	< 0.1%
816.81	1	< 0.1%
814.27	1	< 0.1%
813.39	1	< 0.1%

opponent_location_area
Real number (ℝ)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.865637

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	8
median	8
Q3	8
95-th percentile	8
Maximum	10
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.75432074
Coefficient of variation (CV)	0.095900782
Kurtosis	29.605323
Mean	7.865637
Median Absolute Deviation (MAD)	0
Skewness	-4.8246116
Sum	237322
Variance	0.56899978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	26698	88.5%
7	1409	4.7%
9	986	3.3%
5	443	1.5%
6	195	0.6%
3	194	0.6%
4	122	0.4%
1	48	0.2%
10	43	0.1%
2	34	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	48	0.2%
2	34	0.1%
3	194	0.6%
4	122	0.4%
5	443	1.5%
6	195	0.6%
7	1409	4.7%
8	26698	88.5%
9	986	3.3%
10	43	0.1%

Value	Count	Frequency (%)
10	43	0.1%
9	986	3.3%
8	26698	88.5%
7	1409	4.7%
6	195	0.6%
5	443	1.5%
4	122	0.4%
3	194	0.6%
2	34	0.1%
1	48	0.2%

opponent_location_x
Real number (ℝ)

Distinct	2032
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	174.5297

Minimum	23.7
Maximum	316.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	23.7
5-th percentile	118.6
Q1	146.8
median	173.8
Q3	201.8
95-th percentile	232.5
Maximum	316.4
Range	292.7
Interquartile range (IQR)	55

Descriptive statistics

Standard deviation	36.830414
Coefficient of variation (CV)	0.21102663
Kurtosis	-0.25212598
Mean	174.5297
Median Absolute Deviation (MAD)	27.5
Skewness	0.059891096
Sum	5265910.2
Variance	1356.4794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
171.8	47	0.2%
169.8	45	0.1%
179.7	45	0.1%
167.7	44	0.1%
175.3	44	0.1%
173.2	44	0.1%
177.5	43	0.1%
178.7	43	0.1%
183.5	42	0.1%
184.5	41	0.1%
Other values (2022)	29734	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.7	1	< 0.1%
26.3	1	< 0.1%
34.9	1	< 0.1%
38.4	1	< 0.1%
41.1	1	< 0.1%
43.5	1	< 0.1%
44.7	1	< 0.1%
47.4	1	< 0.1%
48.4	1	< 0.1%
49.1	1	< 0.1%

Value	Count	Frequency (%)
316.4	1	< 0.1%
315.9	1	< 0.1%
314.5	1	< 0.1%
313.2	1	< 0.1%
310	1	< 0.1%
309	1	< 0.1%
308.9	1	< 0.1%
308.5	1	< 0.1%
308.2	1	< 0.1%
307.4	1	< 0.1%

opponent_location_y
Real number (ℝ)

Distinct	19786
Distinct (%)	65.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	483.59733

Minimum	128.79
Maximum	851.68
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	128.79
5-th percentile	225.7165
Q1	293.835
median	562.515
Q3	670.05
95-th percentile	739.6645
Maximum	851.68
Range	722.89
Interquartile range (IQR)	376.215

Descriptive statistics

Standard deviation	196.52985
Coefficient of variation (CV)	0.40639152
Kurtosis	-1.761375
Mean	483.59733
Median Absolute Deviation (MAD)	192.275
Skewness	-0.018735302
Sum	14591099
Variance	38623.984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
287.19	21	0.1%
289.85	14	< 0.1%
281.83	13	< 0.1%
284.51	13	< 0.1%
276.41	11	< 0.1%
292.5	10	< 0.1%
645.08	9	< 0.1%
637.69	9	< 0.1%
279.13	8	< 0.1%
671.83	7	< 0.1%
Other values (19776)	30057	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
128.79	1	< 0.1%
135.07	1	< 0.1%
137.28	1	< 0.1%
137.45	1	< 0.1%
139.45	1	< 0.1%
139.47	1	< 0.1%
143.6	1	< 0.1%
143.66	1	< 0.1%
149.55	1	< 0.1%
149.78	1	< 0.1%

Value	Count	Frequency (%)
851.68	1	< 0.1%
829.29	1	< 0.1%
824.63	1	< 0.1%
821.67	1	< 0.1%
820.39	1	< 0.1%
820.07	1	< 0.1%
816.13	1	< 0.1%
814.09	2	< 0.1%
813.98	1	< 0.1%
813.79	1	< 0.1%

set
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	235.8 KiB

1	12667
2	12609
3	4896

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	30172
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	12667	42.0%
2	12609	41.8%
3	4896	16.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	12667	42.0%
2	12609	41.8%
3	4896	16.2%

Most occurring characters

Value	Count	Frequency (%)
1	12667	42.0%
2	12609	41.8%
3	4896	16.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	30172	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	12667	42.0%
2	12609	41.8%
3	4896	16.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	30172	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	12667	42.0%
2	12609	41.8%
3	4896	16.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30172	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	12667	42.0%
2	12609	41.8%
3	4896	16.2%

match_id
Real number (ℝ)

Distinct	44
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.168666

Minimum	1
Maximum	58
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	13
median	23
Q3	34
95-th percentile	45
Maximum	58
Range	57
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	13.168097
Coefficient of variation (CV)	0.5448417
Kurtosis	-0.81924163
Mean	24.168666
Median Absolute Deviation (MAD)	10
Skewness	0.2212527
Sum	729217
Variance	173.39878
Monotonicity	Increasing

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
33	1144	3.8%
34	1030	3.4%
43	992	3.3%
15	981	3.3%
8	950	3.1%
17	950	3.1%
13	924	3.1%
32	909	3.0%
19	894	3.0%
37	863	2.9%
Other values (34)	20535	68.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	340	1.1%
2	285	0.9%
3	503	1.7%
4	704	2.3%
5	284	0.9%
6	300	1.0%
7	678	2.2%
8	950	3.1%
9	742	2.5%
10	596	2.0%

Value	Count	Frequency (%)
58	259	0.9%
51	684	2.3%
45	669	2.2%
44	856	2.8%
43	992	3.3%
42	592	2.0%
41	737	2.4%
37	863	2.9%
36	459	1.5%
35	634	2.1%

rally_id
Real number (ℝ)

Distinct	2268
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1996.501

Minimum	0
Maximum	4938
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	0
5-th percentile	348
Q1	1071.75
median	1940
Q3	2762
95-th percentile	3774
Maximum	4938
Range	4938
Interquartile range (IQR)	1690.25

Descriptive statistics

Standard deviation	1102.3156
Coefficient of variation (CV)	0.55212373
Kurtosis	-0.69439751
Mean	1996.501
Median Absolute Deviation (MAD)	841
Skewness	0.28780405
Sum	60238429
Variance	1215099.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
921	70	0.2%
4358	65	0.2%
873	61	0.2%
895	58	0.2%
2587	58	0.2%
1148	58	0.2%
2463	57	0.2%
1996	53	0.2%
1827	53	0.2%
4936	51	0.2%
Other values (2258)	29588	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	< 0.1%
7	5	< 0.1%
8	24	0.1%
10	10	< 0.1%
11	13	< 0.1%
14	7	< 0.1%
21	9	< 0.1%
22	6	< 0.1%
27	11	< 0.1%
28	14	< 0.1%

Value	Count	Frequency (%)
4938	6	< 0.1%
4936	51	0.2%
4934	22	0.1%
4929	5	< 0.1%
4927	7	< 0.1%
4920	10	< 0.1%
4919	20	0.1%
4917	6	< 0.1%
4914	7	< 0.1%
4912	18	0.1%

rally_length
Real number (ℝ)

Distinct	52
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.648548

Minimum	5
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	235.8 KiB

Quantile statistics

Minimum	5
5-th percentile	6
Q1	10
median	16
Q3	24
95-th percentile	40
Maximum	70
Range	65
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	11.2844
Coefficient of variation (CV)	0.60510876
Kurtosis	2.2565035
Mean	18.648548
Median Absolute Deviation (MAD)	7
Skewness	1.3751665
Sum	562664
Variance	127.33768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	1647	5.5%
13	1534	5.1%
10	1410	4.7%
11	1353	4.5%
8	1328	4.4%
7	1302	4.3%
12	1284	4.3%
16	1248	4.1%
18	1206	4.0%
19	1197	4.0%
Other values (42)	16663	55.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1155	3.8%
6	1158	3.8%
7	1302	4.3%
8	1328	4.4%
9	1647	5.5%
10	1410	4.7%
11	1353	4.5%
12	1284	4.3%
13	1534	5.1%
14	1120	3.7%

Value	Count	Frequency (%)
70	70	0.2%
65	65	0.2%
61	61	0.2%
58	174	0.6%
57	57	0.2%
53	106	0.4%
51	102	0.3%
49	49	0.2%
48	48	0.2%
47	141	0.5%

Auto

Heatmap
Table

	rally	ball_round	frame_num	roundscore_A	roundscore_B	player	landing_area	landing_x	landing_y	getpoint_player	player_location_area	player_location_x	player_location_y	opponent_location_area	opponent_location_x	opponent_location_y	match_id	rally_id	rally_length	type	aroundhead	backhand	landing_height	lose_reason	set
rally	1.000	0.014	0.334	0.950	0.939	0.020	0.010	0.001	0.002	0.047	0.005	0.007	0.010	-0.001	0.004	0.005	-0.018	-0.008	0.025	0.012	0.015	0.000	0.005	0.000	0.077
ball_round	0.014	1.000	0.047	0.031	-0.006	-0.007	-0.101	0.003	0.003	0.049	-0.073	-0.011	0.006	-0.046	-0.002	0.008	-0.027	-0.026	0.591	0.100	0.078	0.064	0.014	0.032	0.030
frame_num	0.334	0.047	1.000	0.354	0.275	0.079	0.013	-0.005	0.026	0.053	0.011	-0.006	0.022	-0.009	-0.020	0.013	0.053	0.077	0.073	0.018	0.042	0.007	0.000	0.054	0.793
roundscore_A	0.950	0.031	0.354	1.000	0.788	0.024	0.002	0.004	0.004	0.038	0.003	0.007	0.012	0.001	0.004	0.010	-0.014	-0.003	0.053	0.008	0.009	0.000	0.000	0.000	0.071
roundscore_B	0.939	-0.006	0.275	0.788	1.000	0.014	0.016	-0.002	0.001	0.057	0.008	0.005	0.008	-0.003	0.004	0.001	-0.021	-0.014	-0.006	0.008	0.024	0.000	0.000	0.000	0.095
player	0.020	-0.007	0.079	0.024	0.014	1.000	0.008	0.012	-0.010	0.543	-0.006	0.015	0.020	-0.006	0.009	-0.008	0.488	0.488	-0.010	0.079	0.060	0.089	0.071	0.058	0.155
landing_area	0.010	-0.101	0.013	0.002	0.016	0.008	1.000	0.012	0.005	-0.004	0.068	0.024	0.032	-0.089	0.008	-0.026	0.002	0.002	-0.082	0.365	0.249	0.288	0.690	0.636	0.022
landing_x	0.001	0.003	-0.005	0.004	-0.002	0.012	0.012	1.000	-0.015	-0.004	0.023	0.325	-0.006	0.005	0.172	-0.002	0.012	0.012	-0.007	0.130	0.073	0.156	0.127	0.272	0.025
landing_y	0.002	0.003	0.026	0.004	0.001	-0.010	0.005	-0.015	1.000	-0.016	-0.024	-0.045	-0.726	-0.001	0.134	0.708	-0.010	-0.010	0.007	0.419	0.236	0.242	0.768	0.469	0.042
getpoint_player	0.047	0.049	0.053	0.038	0.057	0.543	-0.004	-0.004	-0.016	1.000	0.023	-0.013	0.035	-0.026	-0.024	0.009	0.472	0.471	0.049	0.075	0.136	0.041	1.000	0.038	0.156
player_location_area	0.005	-0.073	0.011	0.003	0.008	-0.006	0.068	0.023	-0.024	0.023	1.000	0.085	0.024	0.131	0.033	-0.009	-0.026	-0.026	-0.020	0.287	0.227	0.404	0.191	0.086	0.016
player_location_x	0.007	-0.011	-0.006	0.007	0.005	0.015	0.024	0.325	-0.045	-0.013	0.085	1.000	0.089	0.012	0.513	-0.106	0.004	0.003	-0.012	0.183	0.132	0.212	0.074	0.060	0.027
player_location_y	0.010	0.006	0.022	0.012	0.008	0.020	0.032	-0.006	-0.726	0.035	0.024	0.089	1.000	-0.015	-0.156	-0.808	-0.010	-0.009	0.007	0.359	0.404	0.409	0.202	0.127	0.035
opponent_location_area	-0.001	-0.046	-0.009	0.001	-0.003	-0.006	-0.089	0.005	-0.001	-0.026	0.131	0.012	-0.015	1.000	0.037	0.012	-0.001	-0.002	0.008	0.172	0.100	0.142	0.158	0.125	0.013
opponent_location_x	0.004	-0.002	-0.020	0.004	0.004	0.009	0.008	0.172	0.134	-0.024	0.033	0.513	-0.156	0.037	1.000	0.113	-0.008	-0.009	-0.007	0.180	0.091	0.214	0.061	0.111	0.027
opponent_location_y	0.005	0.008	0.013	0.010	0.001	-0.008	-0.026	-0.002	0.708	0.009	-0.009	-0.106	-0.808	0.012	0.113	1.000	-0.011	-0.010	0.011	0.211	0.133	0.119	0.196	0.119	0.056
match_id	-0.018	-0.027	0.053	-0.014	-0.021	0.488	0.002	0.012	-0.010	0.472	-0.026	0.004	-0.010	-0.001	-0.008	-0.011	1.000	1.000	-0.044	0.070	0.064	0.082	0.057	0.046	0.158
rally_id	-0.008	-0.026	0.077	-0.003	-0.014	0.488	0.002	0.012	-0.010	0.471	-0.026	0.003	-0.009	-0.002	-0.009	-0.010	1.000	1.000	-0.042	0.074	0.069	0.091	0.065	0.049	0.181
rally_length	0.025	0.591	0.073	0.053	-0.006	-0.010	-0.082	-0.007	0.007	0.049	-0.020	-0.012	0.007	0.008	-0.007	0.011	-0.044	-0.042	1.000	0.056	0.053	0.035	0.041	0.034	0.087
type	0.012	0.100	0.018	0.008	0.008	0.079	0.365	0.130	0.419	0.075	0.287	0.183	0.359	0.172	0.180	0.211	0.070	0.074	0.056	1.000	0.475	0.504	0.825	0.392	0.026
aroundhead	0.015	0.078	0.042	0.009	0.024	0.060	0.249	0.073	0.236	0.136	0.227	0.132	0.404	0.100	0.091	0.133	0.064	0.069	0.053	0.475	1.000	0.250	0.030	0.132	0.020
backhand	0.000	0.064	0.007	0.000	0.000	0.089	0.288	0.156	0.242	0.041	0.404	0.212	0.409	0.142	0.214	0.119	0.082	0.091	0.035	0.504	0.250	1.000	0.009	0.244	0.017
landing_height	0.005	0.014	0.000	0.000	0.000	0.071	0.690	0.127	0.768	1.000	0.191	0.074	0.202	0.158	0.061	0.196	0.057	0.065	0.041	0.825	0.030	0.009	1.000	1.000	0.011
lose_reason	0.000	0.032	0.054	0.000	0.000	0.058	0.636	0.272	0.469	0.038	0.086	0.060	0.127	0.125	0.111	0.119	0.046	0.049	0.034	0.392	0.132	0.244	1.000	1.000	0.021
set	0.077	0.030	0.793	0.071	0.095	0.155	0.022	0.025	0.042	0.156	0.016	0.027	0.035	0.013	0.027	0.056	0.158	0.181	0.087	0.026	0.020	0.017	0.011	0.021	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	rally	ball_round	time	frame_num	roundscore_A	roundscore_B	player	type	backhand	landing_height	landing_area	landing_x	landing_y	lose_reason	getpoint_player	player_location_area	player_location_x	player_location_y	opponent_location_area	opponent_location_x	opponent_location_y	set	match_id	rally_id	rally_length
0	1	1	00:06:00	10827	1	0	0	short service	1	2.0	7	0.773171	0.519687	NaN	NaN	8	170.8	308.95	8	236.7	675.21	1	1	0	8
1	1	2	00:06:01	10849	1	0	1	net shot	0	2.0	7	0.086585	-0.237240	NaN	NaN	8	208.7	594.37	8	176.8	318.46	1	1	0	8
2	1	3	00:06:02	10873	1	0	0	lob	0	1.0	3	1.402439	1.638490	NaN	NaN	7	174.2	378.28	8	180.1	622.54	1	1	0	8
3	1	4	00:06:03	10917	1	0	1	clear	0	1.0	4	1.358537	-1.434167	NaN	NaN	3	257.9	809.08	8	179.3	306.43	1	1	0	8
4	1	5	00:06:04	10943	1	0	0	drop	1	2.0	1	1.487805	0.359844	NaN	NaN	6	273.5	268.22	8	233.2	738.15	1	1	0	8
5	1	6	00:06:05	10966	1	0	1	net shot	0	2.0	2	1.297561	-0.220104	NaN	NaN	1	259.8	573.61	8	240.6	263.58	1	1	0	8
6	1	7	00:06:06	10994	1	0	0	lob	1	1.0	9	-0.787805	1.659635	NaN	NaN	2	255.6	384.09	8	211.5	604.38	1	1	0	8
7	1	8	00:06:08	11041	1	0	1	drop	0	2.0	10	1.601220	-0.504062	out	0.0	9	128.9	789.40	8	154.2	292.12	1	1	0	8
8	8	1	00:09:20	16805	2	6	1	short service	1	2.0	7	-0.280488	-0.495677	NaN	NaN	8	186.0	630.55	8	132.6	284.99	1	1	7	5
9	8	2	00:09:21	16830	2	6	0	push/rush	1	1.0	3	1.204878	1.544219	NaN	NaN	7	125.7	391.98	8	166.2	633.83	1	1	7	5

	rally	ball_round	time	frame_num	roundscore_A	roundscore_B	player	type	aroundhead	backhand	landing_height	landing_area	landing_x	landing_y	lose_reason	getpoint_player	player_location_area	player_location_x	player_location_y	opponent_location_area	opponent_location_x	opponent_location_y	set	match_id	rally_id	rally_length
30162	40	11	00:56:06	100993	19	21	4	defensive shot	0.0	1	2.0	7	0.339024	0.441719	NaN	NaN	8	214.1	294.26	8	205.1	716.79	2	58	4919	20
30163	40	12	00:56:07	101018	19	21	34	net shot	0.0	0	2.0	7	-0.276829	-0.199427	NaN	NaN	8	189.8	618.39	8	202.3	299.32	2	58	4919	20
30164	40	13	00:56:08	101044	19	21	4	push/rush	0.0	1	1.0	6	-0.956098	1.489427	NaN	NaN	8	162.8	356.50	7	184.3	573.07	2	58	4919	20
30165	40	14	00:56:09	101077	19	21	34	clear	1.0	0	1.0	9	-0.664634	-1.476771	NaN	NaN	8	117.9	731.18	8	165.6	290.03	2	58	4919	20
30166	40	15	00:56:10	101119	19	21	4	drop	0.0	0	2.0	5	1.102439	0.742865	NaN	NaN	9	140.4	169.14	8	155.6	695.57	2	58	4919	20
30167	40	16	00:56:11	101142	19	21	34	defensive shot	0.0	0	2.0	7	0.051220	-0.436198	NaN	NaN	8	212.5	659.34	8	172.5	212.66	2	58	4919	20
30168	40	17	00:56:12	101167	19	21	4	net shot	0.0	1	2.0	7	0.145122	0.290938	NaN	NaN	8	162.8	349.63	8	189.4	647.10	2	58	4919	20
30169	40	18	00:56:13	101193	19	21	34	net shot	0.0	0	2.0	7	-0.097561	-0.277240	NaN	NaN	7	172.4	583.50	8	175.9	344.84	2	58	4919	20
30170	40	19	00:56:13	101219	19	21	4	lob	0.0	1	1.0	9	-0.080488	1.515417	NaN	NaN	7	156.7	401.02	7	180.6	583.43	2	58	4919	20
30171	40	20	00:56:15	101272	19	21	34	smash	1.0	0	2.0	6	1.181707	-0.903958	opponent's ball landed	4.0	8	163.8	743.26	8	187.2	284.77	2	58	4919	20

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Space Separator